Boucher served as the pitching coach for the Canada national team at the 2006 World Baseball Classic.[2] He was the pitching coach of the Canada national team for the Beijing 2008 Summer Olympics. Boucher is one of only four Canadians to have played for both the Toronto Blue Jays and Montreal Expos, the others being Matt Stairs, Rob Ducey and Shawn Hill.
He now lives in Montreal (Lachine), where he is developing youth baseball programs.